A Novel Ensemble Stacking Learning Algorithm for Parkinson’s Disease Prediction

Table 2

Base and Stacked models for proposed work.

Levels	Models	Ensemble algorithms
Level-0	Random Forest (RF)	Base Classifier
Level-0	Extreme Gradient Boosting (XGB)	Base Classifier
Level-1	Stackedmodel1	RF + XGBoost + Logistic Regression
Level-1	Stackedmodel2	RF + XGBoost + AdaBoost
Level-1	Stackedmodel3 (ESLA)	RF + XGBoost + Logistic Regression + Multi-layer Perceptron (MLP)
Level-1	Stackedmodel4	RF + XGBoost + AdaBoost + MLP